Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 1 |
target is uniformly distributed | Uniform |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2021-02-12 23:27:17.500694 |
|---|---|
| Analysis finished | 2021-02-12 23:39:55.661565 |
| Duration | 12 minutes and 38.16 seconds |
| Software version | pandas-profiling v2.10.1 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02783488251 |
|---|---|
| Minimum | -3.725393248 |
| Maximum | 3.215204309 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.725393248 |
|---|---|
| 5-th percentile | -1.662647289 |
| Q1 | -0.7401549003 |
| median | -0.0221044273 |
| Q3 | 0.662496976 |
| 95-th percentile | 1.642950136 |
| Maximum | 3.215204309 |
| Range | 6.940597557 |
| Interquartile range (IQR) | 1.402651876 |
Descriptive statistics
| Standard deviation | 1.034847029 |
|---|---|
| Coefficient of variation (CV) | -37.17806347 |
| Kurtosis | 0.04127598979 |
| Mean | -0.02783488251 |
| Median Absolute Deviation (MAD) | 0.7049282732 |
| Skewness | 0.0598836368 |
| Sum | -27.83488251 |
| Variance | 1.070908373 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5434804427 | 1 | 0.1% |
| 0.5212636461 | 1 | 0.1% |
| -1.29576015 | 1 | 0.1% |
| -0.7706032352 | 1 | 0.1% |
| -1.62491068 | 1 | 0.1% |
| 1.042173169 | 1 | 0.1% |
| 0.023877086 | 1 | 0.1% |
| -0.1757464035 | 1 | 0.1% |
| -0.3744824795 | 1 | 0.1% |
| 0.8295143556 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.725393248 | 1 | |
| -3.221817611 | 1 | |
| -2.993685502 | 1 | |
| -2.874109412 | 1 | |
| -2.872658934 | 1 | |
| -2.827703953 | 1 | |
| -2.549903935 | 1 | |
| -2.502166181 | 1 | |
| -2.451001938 | 1 | |
| -2.44662861 | 1 |
| Value | Count | Frequency (%) |
| 3.215204309 | 1 | |
| 3.200399452 | 1 | |
| 2.882546701 | 1 | |
| 2.743096926 | 1 | |
| 2.743013692 | 1 | |
| 2.742249924 | 1 | |
| 2.573388001 | 1 | |
| 2.508908904 | 1 | |
| 2.506868123 | 1 | |
| 2.499251371 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01876265182 |
|---|---|
| Minimum | -2.868279784 |
| Maximum | 3.289140633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.868279784 |
|---|---|
| 5-th percentile | -1.685602549 |
| Q1 | -0.6610106303 |
| median | -0.02024477948 |
| Q3 | 0.6672490383 |
| 95-th percentile | 1.621142069 |
| Maximum | 3.289140633 |
| Range | 6.157420416 |
| Interquartile range (IQR) | 1.328259669 |
Descriptive statistics
| Standard deviation | 0.9917442857 |
|---|---|
| Coefficient of variation (CV) | -52.85736233 |
| Kurtosis | -0.1058802719 |
| Mean | -0.01876265182 |
| Median Absolute Deviation (MAD) | 0.6708297683 |
| Skewness | 0.05691931555 |
| Sum | -18.76265182 |
| Variance | 0.9835567282 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3037708875 | 1 | 0.1% |
| -1.102182869 | 1 | 0.1% |
| -0.09719878319 | 1 | 0.1% |
| -1.581613309 | 1 | 0.1% |
| -1.538555442 | 1 | 0.1% |
| -2.110235206 | 1 | 0.1% |
| -0.6460743359 | 1 | 0.1% |
| 1.860272395 | 1 | 0.1% |
| -0.4281263915 | 1 | 0.1% |
| 0.3934444601 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.868279784 | 1 | |
| -2.858237258 | 1 | |
| -2.823324934 | 1 | |
| -2.421760448 | 1 | |
| -2.395915127 | 1 | |
| -2.374031465 | 1 | |
| -2.350344329 | 1 | |
| -2.185126576 | 1 | |
| -2.17198218 | 1 | |
| -2.110235206 | 1 |
| Value | Count | Frequency (%) |
| 3.289140633 | 1 | |
| 2.985073108 | 1 | |
| 2.812726674 | 1 | |
| 2.771530843 | 1 | |
| 2.748664651 | 1 | |
| 2.53605232 | 1 | |
| 2.519128095 | 1 | |
| 2.489462715 | 1 | |
| 2.412545601 | 1 | |
| 2.384842133 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01756611716 |
|---|---|
| Minimum | -2.771563382 |
| Maximum | 3.263118637 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.771563382 |
|---|---|
| 5-th percentile | -1.699184672 |
| Q1 | -0.7356234251 |
| median | 0.006164450888 |
| Q3 | 0.6918092569 |
| 95-th percentile | 1.653727832 |
| Maximum | 3.263118637 |
| Range | 6.03468202 |
| Interquartile range (IQR) | 1.427432682 |
Descriptive statistics
| Standard deviation | 0.991531233 |
|---|---|
| Coefficient of variation (CV) | -56.44566889 |
| Kurtosis | -0.2207370719 |
| Mean | -0.01756611716 |
| Median Absolute Deviation (MAD) | 0.7128089978 |
| Skewness | 0.01713350735 |
| Sum | -17.56611716 |
| Variance | 0.983134186 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.33048566 | 1 | 0.1% |
| 0.3451696311 | 1 | 0.1% |
| -1.321114095 | 1 | 0.1% |
| -0.3847769458 | 1 | 0.1% |
| 0.04331892572 | 1 | 0.1% |
| 1.072002453 | 1 | 0.1% |
| 0.8096541795 | 1 | 0.1% |
| -2.023232347 | 1 | 0.1% |
| -1.001872181 | 1 | 0.1% |
| -0.7299427156 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.771563382 | 1 | |
| -2.690487895 | 1 | |
| -2.687098772 | 1 | |
| -2.436353739 | 1 | |
| -2.425548043 | 1 | |
| -2.415077712 | 1 | |
| -2.368759844 | 1 | |
| -2.334591478 | 1 | |
| -2.264599779 | 1 | |
| -2.264245472 | 1 |
| Value | Count | Frequency (%) |
| 3.263118637 | 1 | |
| 3.050359643 | 1 | |
| 2.559444303 | 1 | |
| 2.447461563 | 1 | |
| 2.36747914 | 1 | |
| 2.342964944 | 1 | |
| 2.337571824 | 1 | |
| 2.295175115 | 1 | |
| 2.25750698 | 1 | |
| 2.247021878 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.00850507651 |
|---|---|
| Minimum | -3.466020519 |
| Maximum | 2.695978856 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.466020519 |
|---|---|
| 5-th percentile | -1.615712433 |
| Q1 | -0.6911398208 |
| median | -0.005168239299 |
| Q3 | 0.6510812772 |
| 95-th percentile | 1.688696262 |
| Maximum | 2.695978856 |
| Range | 6.161999375 |
| Interquartile range (IQR) | 1.342221098 |
Descriptive statistics
| Standard deviation | 0.9843543746 |
|---|---|
| Coefficient of variation (CV) | -115.7372745 |
| Kurtosis | 0.05100159467 |
| Mean | -0.00850507651 |
| Median Absolute Deviation (MAD) | 0.6723187112 |
| Skewness | -0.006744751575 |
| Sum | -8.50507651 |
| Variance | 0.9689535347 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.296819331 | 1 | 0.1% |
| 0.1006094353 | 1 | 0.1% |
| -1.203698249 | 1 | 0.1% |
| 0.7270292706 | 1 | 0.1% |
| -0.8941438347 | 1 | 0.1% |
| 0.2476158442 | 1 | 0.1% |
| -0.8544468343 | 1 | 0.1% |
| -0.6037068816 | 1 | 0.1% |
| -0.9412320975 | 1 | 0.1% |
| 0.04314139243 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.466020519 | 1 | |
| -3.198107955 | 1 | |
| -3.103069208 | 1 | |
| -2.604525121 | 1 | |
| -2.499676941 | 1 | |
| -2.446524577 | 1 | |
| -2.390567257 | 1 | |
| -2.367385413 | 1 | |
| -2.366644501 | 1 | |
| -2.363146416 | 1 |
| Value | Count | Frequency (%) |
| 2.695978856 | 1 | |
| 2.69294452 | 1 | |
| 2.644412342 | 1 | |
| 2.628745762 | 1 | |
| 2.525905058 | 1 | |
| 2.295569732 | 1 | |
| 2.287005008 | 1 | |
| 2.27324962 | 1 | |
| 2.272857428 | 1 | |
| 2.268847463 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.940261104 × 105 |
|---|---|
| Minimum | -3.013417354 |
| Maximum | 3.207830463 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.013417354 |
|---|---|
| 5-th percentile | -1.583657818 |
| Q1 | -0.6866717168 |
| median | 0.01436524964 |
| Q3 | 0.6302407121 |
| 95-th percentile | 1.588843958 |
| Maximum | 3.207830463 |
| Range | 6.221247816 |
| Interquartile range (IQR) | 1.316912429 |
Descriptive statistics
| Standard deviation | 0.9700006332 |
|---|---|
| Coefficient of variation (CV) | 13976.42853 |
| Kurtosis | -0.08450253482 |
| Mean | 6.940261104 × 105 |
| Median Absolute Deviation (MAD) | 0.656487288 |
| Skewness | 0.06496053177 |
| Sum | 0.06940261104 |
| Variance | 0.9409012285 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2957969747 | 1 | 0.1% |
| 0.616572912 | 1 | 0.1% |
| 1.891090914 | 1 | 0.1% |
| 0.4520418906 | 1 | 0.1% |
| -0.5915930792 | 1 | 0.1% |
| -0.07641955496 | 1 | 0.1% |
| -0.5031444136 | 1 | 0.1% |
| -1.50574322 | 1 | 0.1% |
| -0.7500242001 | 1 | 0.1% |
| -0.3002412421 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.013417354 | 1 | |
| -2.860355495 | 1 | |
| -2.691051246 | 1 | |
| -2.630429095 | 1 | |
| -2.361371817 | 1 | |
| -2.281427949 | 1 | |
| -2.252467409 | 1 | |
| -2.20451736 | 1 | |
| -2.147638505 | 1 | |
| -2.145685205 | 1 |
| Value | Count | Frequency (%) |
| 3.207830463 | 1 | |
| 3.095736589 | 1 | |
| 2.886740865 | 1 | |
| 2.741236868 | 1 | |
| 2.507973249 | 1 | |
| 2.471470175 | 1 | |
| 2.44875372 | 1 | |
| 2.426266292 | 1 | |
| 2.413192013 | 1 | |
| 2.400741394 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.08685267595 |
|---|---|
| Minimum | -3.079112187 |
| Maximum | 2.978478811 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.079112187 |
|---|---|
| 5-th percentile | -1.782821712 |
| Q1 | -0.778828798 |
| median | -0.1029280036 |
| Q3 | 0.6109148798 |
| 95-th percentile | 1.588831449 |
| Maximum | 2.978478811 |
| Range | 6.057590998 |
| Interquartile range (IQR) | 1.389743678 |
Descriptive statistics
| Standard deviation | 1.01408387 |
|---|---|
| Coefficient of variation (CV) | -11.67590818 |
| Kurtosis | -0.1443170436 |
| Mean | -0.08685267595 |
| Median Absolute Deviation (MAD) | 0.6910856418 |
| Skewness | 0.01828882805 |
| Sum | -86.85267595 |
| Variance | 1.028366095 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.162841594 | 1 | 0.1% |
| -0.397263548 | 1 | 0.1% |
| 0.8160953439 | 1 | 0.1% |
| -0.8106458676 | 1 | 0.1% |
| -1.233210228 | 1 | 0.1% |
| 0.1363718422 | 1 | 0.1% |
| -1.433594031 | 1 | 0.1% |
| 0.001718220813 | 1 | 0.1% |
| -0.1378690706 | 1 | 0.1% |
| 0.4017962886 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.079112187 | 1 | |
| -3.055024853 | 1 | |
| -2.725564343 | 1 | |
| -2.604497628 | 1 | |
| -2.569433612 | 1 | |
| -2.552147937 | 1 | |
| -2.480747053 | 1 | |
| -2.470976058 | 1 | |
| -2.381692157 | 1 | |
| -2.34476075 | 1 |
| Value | Count | Frequency (%) |
| 2.978478811 | 1 | |
| 2.795285571 | 1 | |
| 2.639459379 | 1 | |
| 2.634806705 | 1 | |
| 2.620986562 | 1 | |
| 2.550238543 | 1 | |
| 2.520237352 | 1 | |
| 2.457701098 | 1 | |
| 2.40027184 | 1 | |
| 2.381624403 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04701887468 |
|---|---|
| Minimum | -2.689934255 |
| Maximum | 3.068767252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.689934255 |
|---|---|
| 5-th percentile | -1.631909828 |
| Q1 | -0.7049966768 |
| median | -0.0787988957 |
| Q3 | 0.6660182038 |
| 95-th percentile | 1.476717426 |
| Maximum | 3.068767252 |
| Range | 5.758701507 |
| Interquartile range (IQR) | 1.371014881 |
Descriptive statistics
| Standard deviation | 0.9645496408 |
|---|---|
| Coefficient of variation (CV) | -20.51409455 |
| Kurtosis | -0.241993075 |
| Mean | -0.04701887468 |
| Median Absolute Deviation (MAD) | 0.6745001927 |
| Skewness | -0.03100341944 |
| Sum | -47.01887468 |
| Variance | 0.9303560095 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.269442416 | 1 | 0.1% |
| -0.4218028024 | 1 | 0.1% |
| 1.013163451 | 1 | 0.1% |
| -1.707930634 | 1 | 0.1% |
| 0.06584659408 | 1 | 0.1% |
| -1.09332151 | 1 | 0.1% |
| -1.543704207 | 1 | 0.1% |
| 0.5622869764 | 1 | 0.1% |
| -1.146733965 | 1 | 0.1% |
| 0.370350302 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.689934255 | 1 | |
| -2.613165143 | 1 | |
| -2.576743598 | 1 | |
| -2.517672698 | 1 | |
| -2.492912227 | 1 | |
| -2.458959967 | 1 | |
| -2.441278871 | 1 | |
| -2.426599976 | 1 | |
| -2.385112149 | 1 | |
| -2.308179548 | 1 |
| Value | Count | Frequency (%) |
| 3.068767252 | 1 | |
| 2.860961077 | 1 | |
| 2.548110259 | 1 | |
| 2.491133828 | 1 | |
| 2.451996867 | 1 | |
| 2.327326105 | 1 | |
| 2.307437042 | 1 | |
| 2.2248309 | 1 | |
| 2.19999484 | 1 | |
| 2.119871769 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03374036619 |
|---|---|
| Minimum | -3.527814487 |
| Maximum | 3.008764644 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.527814487 |
|---|---|
| 5-th percentile | -1.606318245 |
| Q1 | -0.601386081 |
| median | -0.007175449025 |
| Q3 | 0.6985353793 |
| 95-th percentile | 1.667303159 |
| Maximum | 3.008764644 |
| Range | 6.536579132 |
| Interquartile range (IQR) | 1.29992146 |
Descriptive statistics
| Standard deviation | 0.9904366474 |
|---|---|
| Coefficient of variation (CV) | 29.35465021 |
| Kurtosis | 0.1487503467 |
| Mean | 0.03374036619 |
| Median Absolute Deviation (MAD) | 0.6496545592 |
| Skewness | -0.02257778931 |
| Sum | 33.74036619 |
| Variance | 0.9809647525 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1789108775 | 1 | 0.1% |
| -0.3817524708 | 1 | 0.1% |
| -0.00727105646 | 1 | 0.1% |
| 0.1721685014 | 1 | 0.1% |
| -1.540379023 | 1 | 0.1% |
| 1.288870008 | 1 | 0.1% |
| -0.1174367969 | 1 | 0.1% |
| 0.2867948945 | 1 | 0.1% |
| -0.9029320391 | 1 | 0.1% |
| 1.682143162 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.527814487 | 1 | |
| -2.98592132 | 1 | |
| -2.910388451 | 1 | |
| -2.85690283 | 1 | |
| -2.712663629 | 1 | |
| -2.712044789 | 1 | |
| -2.582114478 | 1 | |
| -2.501617382 | 1 | |
| -2.448468325 | 1 | |
| -2.401245918 | 1 |
| Value | Count | Frequency (%) |
| 3.008764644 | 1 | |
| 2.850502545 | 1 | |
| 2.745803975 | 1 | |
| 2.712327092 | 1 | |
| 2.698642701 | 1 | |
| 2.685080096 | 1 | |
| 2.630382319 | 1 | |
| 2.539870694 | 1 | |
| 2.492434348 | 1 | |
| 2.442969472 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01454695434 |
|---|---|
| Minimum | -2.814727256 |
| Maximum | 2.880309262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.814727256 |
|---|---|
| 5-th percentile | -1.701970946 |
| Q1 | -0.6432174002 |
| median | 0.02629163822 |
| Q3 | 0.7131207538 |
| 95-th percentile | 1.633809979 |
| Maximum | 2.880309262 |
| Range | 5.695036518 |
| Interquartile range (IQR) | 1.356338154 |
Descriptive statistics
| Standard deviation | 0.9985791109 |
|---|---|
| Coefficient of variation (CV) | 68.64523579 |
| Kurtosis | -0.1277959434 |
| Mean | 0.01454695434 |
| Median Absolute Deviation (MAD) | 0.6768587695 |
| Skewness | -0.04528194027 |
| Sum | 14.54695434 |
| Variance | 0.9971602406 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.997236584 | 1 | 0.1% |
| -1.716168738 | 1 | 0.1% |
| -0.407442992 | 1 | 0.1% |
| 0.6277226252 | 1 | 0.1% |
| -1.701955396 | 1 | 0.1% |
| -0.08160713001 | 1 | 0.1% |
| 0.320549312 | 1 | 0.1% |
| 0.5751023551 | 1 | 0.1% |
| 1.626065003 | 1 | 0.1% |
| 0.132004276 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -2.814727256 | 1 | |
| -2.64887892 | 1 | |
| -2.598275169 | 1 | |
| -2.540993716 | 1 | |
| -2.528540649 | 1 | |
| -2.49860934 | 1 | |
| -2.49138445 | 1 | |
| -2.464003512 | 1 | |
| -2.462490043 | 1 | |
| -2.374021142 | 1 |
| Value | Count | Frequency (%) |
| 2.880309262 | 1 | |
| 2.821038516 | 1 | |
| 2.79635242 | 1 | |
| 2.747805829 | 1 | |
| 2.730002718 | 1 | |
| 2.637559869 | 1 | |
| 2.437151134 | 1 | |
| 2.398363885 | 1 | |
| 2.36257103 | 1 | |
| 2.29992552 | 1 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.06102644479 |
|---|---|
| Minimum | -3.002260976 |
| Maximum | 3.128679635 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.002260976 |
|---|---|
| 5-th percentile | -1.697224063 |
| Q1 | -0.7458677151 |
| median | -0.08633730011 |
| Q3 | 0.6088848634 |
| 95-th percentile | 1.651120466 |
| Maximum | 3.128679635 |
| Range | 6.130940611 |
| Interquartile range (IQR) | 1.354752579 |
Descriptive statistics
| Standard deviation | 0.9863718346 |
|---|---|
| Coefficient of variation (CV) | -16.16302306 |
| Kurtosis | -0.1660889484 |
| Mean | -0.06102644479 |
| Median Absolute Deviation (MAD) | 0.670333147 |
| Skewness | 0.1030784375 |
| Sum | -61.02644479 |
| Variance | 0.9729293961 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.146959033 | 1 | 0.1% |
| 0.8594384992 | 1 | 0.1% |
| -1.359949607 | 1 | 0.1% |
| -0.3846832756 | 1 | 0.1% |
| 0.8439300928 | 1 | 0.1% |
| 0.145831075 | 1 | 0.1% |
| -0.03140146413 | 1 | 0.1% |
| -1.128410182 | 1 | 0.1% |
| -0.4536288281 | 1 | 0.1% |
| 0.09725820725 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| -3.002260976 | 1 | |
| -2.81671293 | 1 | |
| -2.673156272 | 1 | |
| -2.571222511 | 1 | |
| -2.410474588 | 1 | |
| -2.370857876 | 1 | |
| -2.370511255 | 1 | |
| -2.321826467 | 1 | |
| -2.28901243 | 1 | |
| -2.2374477 | 1 |
| Value | Count | Frequency (%) |
| 3.128679635 | 1 | |
| 2.870763691 | 1 | |
| 2.573067023 | 1 | |
| 2.454617078 | 1 | |
| 2.441288903 | 1 | |
| 2.369955333 | 1 | |
| 2.293536066 | 1 | |
| 2.202808436 | 1 | |
| 2.164829982 | 1 | |
| 2.149662909 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 1 | 500 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 500 | |
| 0 | 500 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.032125 | 1.213496 | 0.717642 | 1.439666 | 0.501081 | -2.569434 | 0.879269 | -0.362931 | 0.463985 | 1.432116 | 1 |
| 1 | 1.272424 | -1.430339 | 0.974914 | -0.537711 | 1.827314 | 1.377606 | -1.273796 | -1.346682 | -0.711945 | 0.558038 | 1 |
| 2 | 0.306599 | 0.729970 | -0.337485 | -0.092240 | -2.147639 | -0.082718 | 1.535960 | -0.124350 | 1.391558 | -0.056802 | 1 |
| 3 | -0.222704 | -1.803121 | -2.264245 | -0.572824 | -1.836203 | -1.025760 | -0.928778 | 1.380524 | 0.478004 | 0.523134 | 0 |
| 4 | -0.507228 | -1.100418 | -2.090327 | -1.324763 | 0.641979 | -0.632151 | -1.074676 | 0.286795 | -0.491683 | 0.233368 | 1 |
| 5 | 0.795571 | 0.801649 | 0.411361 | -1.064584 | -0.944452 | -0.599091 | -0.995959 | -0.574758 | -2.338977 | 1.061606 | 1 |
| 6 | 1.394987 | 0.570636 | 0.627462 | 2.695979 | -0.228998 | 0.261691 | -0.744193 | 0.033860 | 0.002087 | -0.851013 | 1 |
| 7 | -0.828556 | -0.135552 | 0.578505 | -0.089624 | -0.102419 | -0.501084 | 1.006117 | 2.156817 | 0.767449 | -0.815886 | 0 |
| 8 | -0.198096 | -0.094620 | 0.202847 | -0.466055 | -0.034634 | 0.285757 | -0.060771 | 1.185138 | 0.601312 | 0.354640 | 1 |
| 9 | -1.125644 | 1.293504 | 0.502341 | 0.231733 | -0.863720 | 1.607670 | 0.872327 | 0.822732 | 0.430643 | -1.063674 | 1 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -1.126531 | 1.241473 | 1.910254 | 1.267491 | 1.378734 | 1.057551 | 1.222108 | 0.619360 | -0.951837 | 0.683662 | 0 |
| 991 | 0.083561 | 0.106202 | 0.568137 | 0.579307 | 0.763009 | -0.219899 | -0.075852 | -0.238499 | 0.224391 | -0.548544 | 0 |
| 992 | 1.782839 | -1.200252 | 2.162560 | -0.921987 | -0.662369 | -0.457674 | -0.730031 | -0.543504 | 0.037231 | -1.560003 | 1 |
| 993 | 0.776496 | -1.005208 | -0.525894 | 1.775559 | 0.680876 | -1.584216 | 1.137704 | 1.060009 | -1.259438 | 0.471086 | 1 |
| 994 | 1.426953 | -0.532293 | 1.849920 | -0.631869 | 0.205544 | -0.004835 | 1.024991 | -0.499092 | 0.895869 | 0.225218 | 0 |
| 995 | -0.937318 | -1.015912 | 0.011710 | -0.911408 | -0.937548 | -1.027136 | 1.798208 | -0.355329 | 0.735439 | -0.623975 | 1 |
| 996 | 0.364753 | -0.575263 | -0.150228 | -1.373478 | 0.889751 | 0.761653 | 1.162772 | 1.803286 | 0.844454 | -1.932320 | 0 |
| 997 | -1.147434 | -0.361902 | -1.203472 | 0.638147 | -0.848631 | 0.105248 | 0.975989 | 1.845959 | -0.072452 | 1.370421 | 1 |
| 998 | -0.404775 | -0.089945 | 0.134045 | 1.155847 | -1.789068 | 0.069994 | 0.815084 | -0.060251 | 0.164968 | 1.885302 | 0 |
| 999 | -0.967015 | -1.738385 | -0.656134 | -1.048855 | -0.527655 | -0.501057 | -2.105633 | -0.117437 | -1.183225 | -0.130535 | 1 |